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Total Text Dataset. It consists of 1555 images with more than 3 different text orientations: Horizontal, Multi-Oriented, and Curved, one of a kind.
Learning Deep CNN Denoiser Prior for Image Restoration (CVPR, 2017) (Matlab)
A simple and accurate method to fool deep neural networks